Green’s Dictionary of Slang

blowern.2

4.
[1920s+] a telephone; esp. in phr. on the blower
[following on f. the earlier ‘speaking tubes’ down which one had to blow to alert the other person; note bookmaker jargon blower, the betting shop public address system that broadcasts races, odds and results].